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2016 2011 Johns Hopkins Bloomberg School of Public Health Baltimore, MD, USA PhD., Biostatistics Advisors: Jeffrey T. Leek and Andrew E. Jaffe Thesis: Annotation-Agnostic Differential Expression and Binding Analyses. Description: The goal was to develop statistical methods and software that enable researchers to differentiate the sources of variation observed in RNA-seq while minimizing the dependance on known annotation. This allows researchers to correct for technological variation and study the biological variation driving their phenotype of interest. We applied these methods to further our understanding of neuropsychiatric disor- ders using the Lieber Institute for Brain Development human brains col- lection (> 1000 samples). 2009 2005 National Autonomous University of Mexico (UNAM) Cuernavaca, Morelos, Mexico B.S., Genomic Sciences Grade 9.71/10 Third generation at LCG-UNAM Download a PDF of this CV CONTACT [email protected] fellgernon lcolladotor lcolladotor.github.io lcollado orcid scholar speaker-deck slideshare publons LANGUAGE SKILLS R Bash Git/GitHub Made with the R package page- down. The source code is available at github.com/lcolladotor/cv and is powered by nstrayer/cv. Last updated on 2020-03-08. LEONARDO COLLADO-TORRES At the Lieber Institute for Brain Development, I am part of the Data Science team whose goals include better understanding and characterizing genomics signatures in the human brain. We use high-throughput technologies such as DNA methylation and RNA sequencing. I help mentor other team members, provide support for LIBD projects and I am advancing my academic career as part of Andrew Jaffe’s lab. As a quick background, I graduated from the Undergraduate Program on Ge- nomic Sciences from the National Autonomous University of Mexico (UNAM) in 2009 and worked for two years at Winter Genomics analyzing high-throughput sequencing data. I then got a PhD in the Department of Biostatistics at Johns Hopkins Bloomberg School of Public Health thanks to a CONACyT scholarship awarded in 2011. I worked with Jeff Leek and Andrew Jaffe in developing dernd- er, regionReport, recount as well as other applied projects. Every day I use R and Bioconductor. Occasionally I blog about them and other tools. I’m a co-founder of the LIBD rstats club and the CDSBMexico community of R and Bioconductor developers in Latin America. EDUCATION | |

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Page 1: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2016

2011Johns Hopkins Bloomberg School of Public Health

Baltimore, MD, USA

PhD., Biostatistics

Advisors: Jeffrey T. Leek and Andrew E. JaffeThesis: Annotation-Agnostic Differential Expression and BindingAnalyses.Description: The goal was to develop statistical methods and softwarethat enable researchers to differentiate the sources of variation observedin RNA-seq while minimizing the dependance on known annotation.This allows researchers to correct for technological variation and studythe biological variation driving their phenotype of interest. We appliedthese methods to further our understanding of neuropsychiatric disor-ders using the Lieber Institute for Brain Development human brains col-lection (> 1000 samples).

2009

2005National Autonomous University of Mexico (UNAM)

Cuernavaca, Morelos, Mexico

B.S., Genomic Sciences

Grade 9.71/10Third generation at LCG-UNAM

Download a PDF of this CV

CONTACT [email protected]

fellgernon

lcolladotor

lcolladotor.github.io

lcollado

orcid

scholar

speaker-deck

slideshare

publons

LANGUAGE SKILLSR

Bash

Git/GitHub

Made with the R package page-down.

The source code is available atgithub.com/lcolladotor/cv and is

powered by nstrayer/cv.

Last updated on 2020-03-08.

LEONARDO COLLADO-TORRESAt the Lieber Institute for Brain Development, I am part of the Data Scienceteam whose goals include better understanding and characterizing genomicssignatures in the human brain. We use high-throughput technologies such asDNA methylation and RNA sequencing. I help mentor other team members,provide support for LIBD projects and I am advancing my academic career aspart of Andrew Jaffe’s lab.

As a quick background, I graduated from the Undergraduate Program on Ge-nomic Sciences from the National Autonomous University of Mexico (UNAM) in2009 and worked for two years at Winter Genomics analyzing high-throughputsequencing data. I then got a PhD in the Department of Biostatistics at JohnsHopkins Bloomberg School of Public Health thanks to a CONACyT scholarshipawarded in 2011. I worked with Jeff Leek and Andrew Jaffe in developing der�nd-er, regionReport, recount as well as other applied projects.

Every day I use R and Bioconductor. Occasionally I blog about them and othertools. I’m a co-founder of the LIBD rstats club and the CDSBMexico communityof R and Bioconductor developers in Latin America.

EDUCATION

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Page 2: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2005

2002ITESM Campus Cuernavaca Cuernavaca, Morelos, MexicoH.S.

Grade 97.8/100Best high school average ( 200 students): awarded ITESM system 90%scholarship for college studies, declined to join LCG-UNAM.

2016

2011Johns Hopkins Bloomberg School of Public Health

Baltimore, MD, USA

Je� Leek lab

Research Assistant

2011

2009IBT-UNAM Cuernavaca, Morelos, MexicoEnrique Morett Lab

BioinformaticianIdenti�ed transcriptions start sites and transcription units in Escherichiacoli and Geobacter sulfurreducens with RNA-seq data. Developed theBacterialTranscription R package.

2009

2007CCG-UNAM Cuernavaca, Morelos, MexicoGuillermo Dávila Lab

Undergrad research assistantDetermined bacteriophage ecological groups by developing a methodbased on codon distribution of all phage sequenced genomes. Jointwork with Sur Herrera-Paredes.

2007Harvard University Boston, MA, USRoberto Kolter lab

Undergrad research assistantSupervisor: Elizabeth Shank. Carried out screenings to identify bacteriathat activate the production of exopolysaccharide through the activationof the gene tasA in Bacillus subtilis.

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RESEARCH EXPERIENCE

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Page 3: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

Lieber Institute for Brain Development Baltimore, MD, USAAndrew Ja�e Lab

Staff Scientist IIAt LIBD, Dr. Collado-Torres is part of the Data Science team which goalsinclude better understanding and characterizing genomics signatures inthe human brain, including DNA methylation and gene expression.Leonardo helps mentor other team members, provides support for LIBDprojects and is advancing his academic career as part of Andrew Jaffe’slab. He is also a co-founder of the LIBD rstats club and CDSB.

2011

2009Winter Genomics Cuernavaca, Morelos, MexicoData Science Division Leader

Responsible for recruiting and hiring new personnel, overseeing and su-pervising bioinformaticians, training new employees, writing research re-ports and presenting them to colleagues, and organizing all scienti�cprojects.First scienti�c staff member at Winter Genomics; Projects completed: -de novo genome assembly simulations,assembly and annotation of the phiVC8 bacteriophage genome,integrated analysis of more than 20 RNA-seq samples for determinationof transcription initiation in Escherichia coli reported in Gama-Castro etal., PMID 21051347,de novo assembly of four Escherichia coli strains and lead to Aguilar etal., PMID 22884033; Designed training material for new employees.

2019

2010BioC2019, BioC2017, BioC2014, useR2013, BioC2011, From FunctionalGenomics to Systems Biology 2010 and BiocDevelEurope 2010

Travel awards

Taught a workshop on recount at BioC2017. Taught a workshop on re-count at BioC2017, Gave a talk on BacterialTranscription atBiocDevelEurope2010.BioC2019 scholarship application

2019announcementrstudio::conf 2019 diversity award recipient

Scholarship application.

2019http://researchsymbionts.orgEarly Career Clinical Research Symbiont Award

For our work on recount2.

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INDUSTRY EXPERIENCE

I typically like creating or joiningR clubs, advocate in favor of ver-sion control, �nd some time tokeep up with developments in R,and �gure out how we can worktogether better: from usinggoogle docs for writing papers tolearning from our search history.

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HONORS AND AWARDS

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Page 4: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2018announcement CONACyT, MexicoNational Researcher level 1

2018unconf18 participants and applicationrOpenSci Unconf 2018

Worked on pkginspector.

2018announcementBioinformatics Peer Prize III

Competition website, and our winning entry.

2020

shiny app, R/Bioconductor package, analysis code

Transcriptome-scale spatial gene expression in the human dorsolateralprefrontal cortex

Kristen E Maynard , Leonardo Collado-Torres , Lukas M. Weber, CedricUytingco, Brianna K. Barry, Stephen R. Williams, Joseph L. Catallini II,Matthew N. Tran, Zachary Besich, Madhavi Tippani, Jennifer Chew, YifengYin, Joel E. Kleinman, Thomas M. Hyde, Nikhil Rao, Stephanie C. Hicks,Keri Martinowich , Andrew E Jaffe . bioRxiv 969931 (2020). doi:10.1101/2020.02.28.969931Co-�rst authorTwitter summary

2020

2019related code. Used data from recount2 and code fromrecount.bwtool

Recounting the FANTOM CAGE–Associated Transcriptome

Eddie-Luidy Imada , Diego Fernando Sanchez , Leonardo Collado-Torres, Christopher Wilks, Tejasvi Matam, Wikum Dinalankara, AlekseyStupnikov, Francisco Lobo-Pereira, Chi-Wai Yip, Kayoko Yasuzawa, NaotoKondo, Masayoshi Itoh, Harukazu Suzuki, Takeya Kasukawa, Chung-ChauHon, Michiel JL de Hoon, Jay W Shin, Piero Carninci, Andrew E Jaffe, Jef-frey T Leek, Alexander Favorov, Gloria R Franco, Benjamin Langmead ,Luigi Marchionni . Recounting the FANTOM Cage Associated Transcrip-tome. Genome Research (2020) doi: 10.1101/gr.254656 bioRxiv 659490(2019). doi: 10.1101/659490Supporting role: data preparation and adviceTwitter summary

PUBLICATIONS

indicates equal contribution, indicates corresponding author∗ †• ∗ ∗

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Page 5: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2020

2019 Used data from recount2 and code from recount.bwtool

Regulatory sites for splicing in human basal ganglia are enriched fordisease-relevant information

Sebastian Guel� , Karishma D’Sa , Juan Botía , Jana Vandrovcova, Regi-na H. Reynolds, David Zhang, Daniah Trabzuni, Leonardo Collado-Torres,Andrew Thomason, Pedro Quijada Leyton, Sarah A. Gagliano, Mike A.Nalls, International Parkinson’s Disease Genomics Consortium (IPDGC),UK Brain Expression Consortium, Kerrin S. Small, Colin Smith, Adaikala-van Ramasamy, John Hardy, Michael E. Weale , Mina Ryten . Regulatorysites for known and novel splicing in human basal ganglia are enrichedfor disease-relevant information. Nature Communications (2020) doi:10.1038/s41467-020-14483-x. bioRxiv 591156 (2019). doi: 10.1101/591156Supporting role: data preparation and adviceTwitter summary

2020

2018Web browser

Dissecting transcriptomic signatures of neuronal di�erentiation andmaturation using iPSCs

Emily E Burke , Joshua G Chenoweth , Joo Heon Shin, Leonardo Colla-do-Torres, Suel Kee Kim, Nicola Micali, Yanhong Wang, Carlo Colantuoni,Richard E Straub, Daniel J Hoeppner, Huei-Ying Chen, Alana Sellers,Kamel Shibbani, Gregory R Hamersky, Marcelo Diaz Bustamante, BaDoiN Phan, William S Ulrich, Cristian Valencia, Amritha Jaishankar, AmandaJ Price, Anandita Rajpurohit, Stephen A Semick, Roland Bürli, James CBarrow, Daniel J Hiler, Stephanie C Page, Keri Martinowich, Thomas MHyde, Joel E Kleinman, Karen F Berman, José A Apud, Alan J Cross, Nick JBrandon, Daniel R Weinberger, Brady J Maher, Ronald DG McKay , An-drew E Jaffe . Dissecting transcriptomic signatures of neuronal differen-tiation and maturation using iPSCs. Nature Communications (2020) doi:10.1038/s41467-019-14266-z bioRxiv 380758 (2018). doi: 10.1101/380758Supporting role: analysisTwitter summary

2019 Characterizing the dynamic and functional DNA methylation landscapein the developing human cortex

Kira A Perzel Mandell , Amanda J Price, Richard Wilton, Leonardo Colla-do-Torres, Ran Tao, Nicholas J Eagles, Alexander S Szalay, Thomas MHyde, Daniel R Weinberger, Joel E Kleinman, Andrew E Jaffe . Character-izing the dynamic and functional DNA methylation landscape in the de-veloping human cortex. bioRxiv 823781 (2019). doi: 10.1101/823781Supporting role: analysisTwitter summary

2019

shiny app, code

recount-brain: a curated repository of human brain RNA-seq datasetsmetadata

Ashkaun Razmara, Shannon E Ellis, Dustin J Sokolowski, Sean Davis,Michael D Wilson, Jeffrey T Leek, Andrew E Jaffe, Leonardo Collado-Tor-res . recount-brain: a curated repository of human brain RNA-seqdatasets metadata. bioRxiv 618025 (2019). doi: 10.1101/618025Corresponding authorTwitter summary

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2019

2018

shiny web application

Divergent neuronal DNA methylation patterns across human corticaldevelopment reveal critical periods and a unique role of CpHmethylation.

Amanda J. Price , Leonardo Collado-Torres , Nikolay A. Ivanov, Wei Xia,Emily E. Burke, Joo Heon Shin, Ran Tao, Liang Ma, Yankai Jia, Thomas M.Hyde, Joel E. Kleinman, Daniel R. Weinberger, Andrew E Jaffe . Divergentneuronal DNA methylation patterns across human cortical developmentreveal critical periods and a unique role of CpH methylation. Genome Bi-ology 2019. doi: 10.1186/s13059-019-1805-1. bioRxiv 428391 (2018). doi:10.1101/428391Co-�rst authorTwitter summary and summary numbertwo

2019

2018

web browser

Regional heterogeneity in gene expression, regulation, and coherence inthe frontal cortex and hippocampus across development andschizophrenia

Leonardo Collado-Torres, Emily E Burke, Amy Peterson, JooHeon Shin,Richard E Straub, Anandita Rajpurohit, Stephen A Semick, William S Ul-rich, BrainSeq Consortium, Amanda J Price, Cristian Valencia, Ran Tao,Amy Deep-Soboslay, Thomas M Hyde, Joel E Kleinman, Daniel R Wein-berger , Andrew E Jaffe . Regional heterogeneity in gene expression,regulation, and coherence in the frontal cortex and hippocampus acrossdevelopment and schizophrenia. Neuron 2019. doi:10.1016/j.neuron.2019.05.013 bioRxiv 426213 (2018). doi: 10.1101/426213First-authorTwitter summary

2019

2018

Comprehensive assessment of multiple biases in small RNA sequencingreveals signi�cant di�erences in the performance of widely usedmethods.

Carrie Wright , Anandita Rajpurohit , Emily E. Burke, Courtney Williams,Leonardo Collado-Torres, Martha Kimos, Nicholas J. Brandon, Alan J.Cross, Andrew E. Jaffe, Daniel R. Weinberger , Joo Heon Shin .Compre-hensive assessment of multiple biases in small RNA sequencing revealssigni�cant differences in the performance of widely used methods. BMCGenomics (2019). doi: 10.1186/s12864-019-5870-3. bioRxiv 445437 (2018).doi: 10.1101/445437Supporting roleTwitter summary

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2019

Used data from recount2.

Integrated Transcriptomic and Proteomic Analysis of Primary HumanUmbilical Vein Endothelial Cells.

Anil K Madugundu, Chan Hyun Na, Raja Sekhar Nirujogi, SantoshRenuse, Kwang Pyo Kim, Kathleen H. Burns, Christopher Wilks, BenLangmead, Shannon E. Ellis, Leonardo Collado-Torres, Marc K. Halushka,Min-Sik Kim, Akhilesh Pandey . Integrated Transcriptomic and Proteom-ic Analysis of Primary Human Umbilical Vein Endothelial Cells. Pro-teomics 2019. doi: 10.1002/pmic.201800315Supporting roleTwitter summary

2019

2018

Integrated DNA methylation and gene expression pro�ling across multi-ple brain regions implicate novel genes in Alzheimer’s disease.

Stephen A Semick, Rahul A Bharadwaj, Leonardo Collado-Torres, RanTao, Joo Heon Shin, Amy Deep-Soboslay, James R. Weiss, Daniel R Wein-berger, Thomas M Hyde, Joel E Kleinman, Andrew E Jaffe , Venkata SMattay . Integrated DNA methylation and gene expression pro�lingacross multiple brain regions implicate novel genes in Alzheimer’s dis-ease. Acta Neuropathologica 2019. doi: 10.1007/s00401-019-01966-5. bioRx-iv 430603 (2018). doi: 10.1101/430603Supporting role: analysisTwitter summary

2018

Used data from recount2 and code from recount.bwtool

Incomplete annotation of OMIM genes is likely to be limiting the diag-nostic yield of genetic testing, particularly for neurogenetic disorders.

David Zhang , Sebastian Guel� , Sonia Garcia Ruiz, Beatrice Costa, Regi-na H Reynolds, Karishma D’Sa, Wenfei Liu, Thomas Courtin, Amy Peter-son, Andrew E Jaffe, John Hardy, Juan Botia, Leonardo Collado-Torres,Mina Ryten. Incomplete annotation of OMIM genes is likely to be limitingthe diagnostic yield of genetic testing, particularly for neurogenetic dis-orders. bioRxiv 499103 (2018). doi: 10.1101/499103Supervisor role, data generation, overall project adviceTwitter summary

2018

Data available from recount2.

RNA-seq transcript quanti�cation from reduced-representation data inrecount2

Fu J, Kammers K, Nellore A, Collado-Torres L, Leek JT, Taub MA. RNA-seqtranscript quanti�cation from reduced-representation data in recount2.bioRxiv 247346 (2018). doi: 10.1101/247346Supporting roleTwitter summary

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2018 Non-coding Class Switch Recombination-Related Transcription in Hu-man Normal and Pathological Immune Responses.

Helena Kuri-Magaña, Leonardo Collado-Torres, Andrew E Jaffe, Humber-to Valdovinos-Torres, Marbella Ovilla-Muñoz, Juan M Téllez-Sosa, Laura CBonifaz-Alfonzo, Jesús Martínez-Barnetche. Non-coding Class Switch Re-combination-Related Transcription in Human Normal and PathologicalImmune Responses. Frontiers in Immunology 2018. doi:10.3389/�mmu.2018.02679 bioRxiv 384172 (2018). doi: 10.1101/384172Supporting role: data preparation and adviceTwitter summary

2018

2017

Developmental e�ects of maternal smoking during pregnancy on thehuman frontal cortex transcriptome.

Semick SA, Collado-Torres L, Markunas CA, Shin JH, Deep-Soboslay A,Tao R, Huestis MA, Bierut LJ, Maher BS, Johnson EO, Hyde TM, Weinberg-er DR, Hancock DB, Kleinman JE , Jaffe AE . Developmental effects ofmaternal smoking during pregnancy on the human frontal cortex tran-scriptome. Molecular Psychiatry 2018. doi: 110.1038/s41380-018-0223-1. bio-Rxiv 236968 (2017). doi: 10.1101/236968Supporting role: analysisTwitter summary

2018

2017

Developmental and genetic regulation of the human cortex transcrip-tome illuminate schizophrenia pathogenesis.

Jaffe AE, Straub R, Shin JH, Tao R, Gao Y, Collado-Torres L, Kam-Thong T,Xi HS, Quan J, Chen Q, Colantuoni C, Ulrich WS, Maher BJ, Deep-SoboslayA, The BrainSeq Consortium, Cross AJ, Brandon NJ, Leek JT, Hyde TM,Kleinman JE, Weinberger DR. Developmental and genetic regulation ofthe human cortex transcriptome illuminate schizophrenia pathogenesis.Nat. Neurosci. 2018. doi: 10.1038/s41593-018-0197-y. bioRxiv 124321 (2017).doi: 10.1101/145656Supporting role: analysisTwitter summary

2018

2017

Improving the value of public RNA-seq expression data by phenotypeprediction.

Ellis SE, Collado-Torres L, Jaffe AE, Leek JT. Improving the value of publicRNA-seq expression data by phenotype prediction. Nucl. Acids Res. 2018.doi: 10.1093/nar/gky102 bioRxiv 145656 (2017). doi: 10.1101/145656Supporting role: data preparation and adviceTwitter summary and this tweet

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2017 Accessing over 70,000 human RNA-seq samples with Bioconductor

Collado-Torres L , Nellore A, Jaffe AE. recount work�ow: Accessing over70,000 human RNA-seq samples with Bioconductor [version 1; referees: 1approved, 2 approved with reservations]. F1000Research (2017). doi:10.12688/f1000research.12223.1. Winning entry for the Bioinformatics PeerPrize III.First and corresponding authorTwitter summary

2017 Altered expression of histamine signaling genes in autism spectrumdisorder

Wright C, Shin JH, Rajpurohit A, Deep-Soboslay A, Collado-Torres L, Bran-don NJ, Hyde TM, Kleinman JE, Jaffe AE, Cross AJ, Weinberger DR. Al-tered expression of histamine signaling genes in autism spectrum disor-der. Translational Psychiatry 2017. doi: 10.1038/tp.2017.87Supporting role: visualizationTwitter summary

2017

2016

Reproducible RNA-seq analysis using recount2

Collado-Torres L , Nellore A , Kammers K, Ellis SE, Taub MA, Hansen KD,Jaffe AE, Langmead B, Leek JT. Reproducible RNA-seq analysis using re-count2 Nature Biotechnology 2017. doi: 10.1038/nbt.3838 bioRxiv 068478(2016). doi: 10.1101/068478Co-�rst authorTwitter summary

2016 Human splicing diversity and the extent of unannotated splice junctionsacross human RNA-seq samples on the Sequence Read Archive.

Nellore A, Jaffe AE, Fortin JP, Alquicira-Hernández J, Collado-Torres L,Wang S, Phillips RA, Karbhari N, Hansen KD, Langmead B, Leek JT. Hu-man splicing diversity and the extent of unannotated splice junctionsacross human RNA-seq samples on the Sequence Read Archive.Genome Biology 2016. doi: 10.1186/s13059-016-1118-6. bioRxiv 038224(2016). doi: 10.1101/038224Supporting role: analysisbioRxiv tweet

2016 Flexible expressed region analysis for RNA-seq with der�nder.

Collado-Torres L, Nellore A, Frazee AC, Wilks C, Love MI, Langmead B,Irizarry RA, Leek JT, Jaffe AE. Flexible expressed region analysis for RNA-seq with der�nder. Nucl. Acids Res. 2016. doi: 10.1093/nar/gkw852 bioRxiv015370 (2016). doi: 10.1101/015370First authorTwitter summary

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2016

2015

Rail-RNA: Scalable analysis of RNA-seq splicing and coverage.

Nellore A, Collado-Torres L, Jaffe AE, Alquicira-Hernández J, Wilks C, PrittJ, Morton J, Leek JT, Langmead B. Rail-RNA: Scalable analysis of RNA-seqsplicing and coverage. Bioinformatics 2016. doi:10.1093/bioinformatics/btw575 bioRxiv 019067 (2015). doi: 10.1101/019067Supporting role: analysisTwitter summary

2016

2015

regionReport: Interactive reports for region-level and feature-level ge-nomic analyses

Collado-Torres L, Jaffe AE and Leek JT. regionReport: Interactive reportsfor region-level and feature-level genomic analyses [version2; referees: 2approved, 1 approved with reservations]. F1000Research 2016, 4:105. doi:10.12688/f1000research.6379.2 bioRxiv 016659 (2015). doi: 10.1101/016659First authorTwitter summary

2015 Developmental regulation of human cortex transcription and its clinicalrelevance at single base resolution.

Jaffe AE, Shin J, Collado-Torres L, Leek JT, et al. Developmental regulationof human cortex transcription and its clinical relevance at single baseresolution. Nat. Neurosci. 2015. doi: 10.1038/nn.3898Supporting role: analysisTwitter summary

2014 Book chapter: Measurement, Summary, and Methodological Variation inRNA-sequencing

Frazee AC, Collado-Torres L, Jaffe AE, Langmead B, Leek JT. Measure-ment, Summary, and Methodological Variation in RNA-sequencing inStatistical Analysis of Next Generation Sequencing Data, Springer, 2014,115-128.

2011 Interspecies interactions that result in Bacillus subtilis forming bio�lmsare mediated mainly by members of its own genus.

Shank EA, Klepac-Ceraj V, Collado-Torres L, Powers GE, Losick R, Kolter R.Interspecies interactions that result in Bacillus subtilis forming bio�lmsare mediated mainly by members of its own genus. Proc. Natl. Acad. Sci.U.S.A. 2011 Nov;108(48):E1236–1243. doi: 10.1073/pnas.1103630108Supporting role: performed initial experimentsTwitter summary from 2011? No such thing back then

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2011 RegulonDB version 7.0: transcriptional regulation of Escherichia coli K-12 integrated within genetic sensory response units (Gensor Units).

Gama-Castro S, Salgado H, Peralta-Gil M, Santos-Zavaleta A, Muñiz-Ras-cado L, Solano-Lira H, Jimenez-Jacinto V, Weiss V, García-Sotelo JS,López-Fuentes A, Porrón-Sotelo L, Alquicira-Hernández S, Medina-RiveraA, Martínez-Flores I, Alquicira-Hernández K, Martínez-Adame R, Bona-vides-Martínez C, Miranda-Ríos J, Huerta AM, Mendoza-Vargas A, Colla-do-Torres L, Taboada B, Vega-Alvarado L, Olvera M, Olvera L, Grande R,Morett E, Collado-Vides J. RegulonDB version 7.0: transcriptional regula-tion of Escherichia coli K-12 integrated within genetic sensory responseunits (Gensor Units). Nucleic Acids Res. 2011 Jan;39(Database issue):D98–105. doi: 10.1093/nar/gkq1110

2014

2020spatialLIBD: LIBD Visium spatial transcriptomics human pilot datainspector – (Not Available on 2020-03-08) downloads. GenomicState:data for der�nder analyses – (Not Available on 2020-03-08) down-loads. recount: Explore and download data from the recount project– 20884 downloads. der�nder: Annotation-agnostic differential ex-pression analysis of RNA-seq data at base-pair resolution via the DERFinder approach – 29794 downloads. der�nderPlot: plotting func-tions for der�nder results – 12440 downloads. regionReport: Gener-ate HTML or PDF reports for a set of genomic regions orDESeq2/edgeR results – 14409 downloads. der�nderHelper: helperfunctions for der�nder package – 24458 downloads. der�nderData:data for der�nder examples – 2868 downloads.

Bioconductor: author role

2020regutools RemotelyMentor role

Mentored three CDSB alumni while they developed their �rst R/Biocon-ductor package.

2019

2014brain�owprobes, bumphunter, ballgownBioconductor: contributor role

2019

2011sgejobs: Helper functions for SGE jobs at JHPCE. easyweb: A fast andeasy way to build your own website. libdRSE: Custom RSE objectsfrom genomic coordinates on LIBD data. blogdown: contributed theInsert Image and New Post addins. recount.bwtool: Compute cover-age matrices from recount quickly using bwtool. jaffelab: commonlyused functions by the Jaffe lab. shinycsv: explore a table interactively.enrichedRanges: identify enrichment between two sets of genomicranges. dots: simplify function calls. �tbitR: visualize your FitBit data.BacterialTranscription: identify TSSs and TUs from RNA-seq data.

Misc R packages

SOFTWARE

all_purpose: R, Ranked220/8606 (top 2.5%) in the USand 799/72425 (top 1%) world-wide by GitHub Awards as ofMarch 1st, 2020. Does not takeinto account contributions atGitHub organizations.statistics: Statascripting: bashmarkup: LaTeX, markdownOS: Linuxcluster queue: Son of GridEngine

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Page 12: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2019

2014recount-brain: explore recount-brain interactively. wgbsExprs: LIBDWGBS Expression explorer for the methylation and expression asso-ciations described by Price et al, 2019. shinycsv: explore a table inter-actively. recount:: analysis-ready RNA-seq gene and exon countsdatasets. MPH capstone TA of�ce hours sign up. Simple mortgagecalculator.

shiny web applications

Deployed links: recount-brain, wgbsExprs, recount, shinycsv.

2016GitHub and OverleafJHU thesis template

2020

2011Develop and maintain open-source biostatistical softwareOpen-source software

2020

2013Biostatistics, Bioinformatics, F1000Research, Nucleic Acids Research,Scienti�c Reports, Statistical Applications in Genetics and MolecularBiology.

Peer Review

Full details available through Publons.

2020

2018Co-founder and Board Member of CDSB which is a community of Rand Bioconductor developers in Latin America.

Community of Bioinformatics Software Developers (CDSB in Spanish)

2020

2018Co-founder and Maintainer of the LIBD rstats club.

Baltimore, MD, USA

LIBD rstats club

2016

Student representative for the Centennial celebration of the Depart-ment of Biostatistics.

Baltimore, MD, USA

JHBSPH Student rep

2016

2012Organized Cultural Mixer events for the Department of Biostatisticswith Amanda Mejia for raising cultural awareness.

Baltimore, MD, USA

JHBSPH Biostatistics Cultural Mixers

2014International Society for Computational Biology (2019), American So-ciety of Human Genetics (2015, 2018-2019), American Statistical Asso-ciation (2015-2017, 2020), ENAR student member (2014-2016), Ameri-can Public Health Association (2014).

Professional memberships

2014

2012Organized the Genomics for Students group (website).

Baltimore, MD, USA

JHBSPH Genomics for students

2011

2009Organized a Genomics Journal Club at IBT-UNAM.

Cuernavaca, Morelos, Mexico

IBT-UNAM Genomics Journal Club

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LEADERSHIP AND SERVICE

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Page 13: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2009

2008Elected class representative for the LCG Academic Committee. Classrepresentative for Administration Unit for Technology Informationcommittee.

Cuernavaca, Morelos, Mexico

LCG-UNAM Student rep

2008Helped start the National Node of Bioinformatics (Mexico) online fo-rum.

Cuernavaca, Morelos, Mexico

NNB-UNAM forum launch

2020

2019Along with Alejandro Reyes, co-mentored Joselyn Chávez, CarminaBarberena-Jonas and Jesus Emiliano Sotelo-Fonseca for the CDSBregutools R/Bioconductor package project.

Remotely

CDSB regutools project

2018

2017MPH practicum and MPH capstone advisor. Baltimore, MD, USAAmy Peterson

2018

2017MPH practicum and MPH capstone advisor. Baltimore, MD, USAAshkaun Razmara

2015

LCG-UNAM student visiting Jeff Leek’s group. Baltimore, MD, USAJosé Alquicira-Hernández

2011

2009Advised and trained 13 LCG-UNAM students and alumni while work-ing at Winter Genomics: Riveros-McKay F, Vargas-Chávez C, Dulanto-Acevedo V, Romero-Martínez S, Samaniego-Castruita J, Zepeda-Men-doza L, Vargas-Velázquez A, Noé-González M, Soto Jiménez LM,López Moyado I, Medina-Abarca H., Izquierdo-Rangel E, and Berrocal-Quezada NA.

Cuernavaca, Morelos, Mexico

Winter Genomics mentees

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MENTORING EXPERIENCE

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Page 14: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2009Trained 3 LCG-UNAM students to take over the R/Bioconductorcourse: Reyes-Quiroz A, Moreno-Mayar V, and Reyes-López J.

Cuernavaca, Morelos, Mexico

LCG-UNAM mentees

2019CDSB at LCG-UNAM Cuernavaca, Morelos, MexicoCDSB

Organizer and instructor for the CDSB 2019 workshop.

2016Johns Hopkins University Dubai, UAEKandahar University Training

Instructor for a Biostatistics and Stata workshop for Kandahar UniversityFaculty, organized by Johns Hopkins University (website).

2016INMEGEN Mexico City, CDMX, MexicoGenomeeting

Instructor for Genomeeting 2016.

2016

2014Johns Hopkins Bloomberg School of Public Health

Baltimore, MD, USA

Statistical Methods in Public Health

Lead teaching assitant for Statistical Methods in Public Health I and II.

2016

2014Johns Hopkins Bloomberg School of Public Health

Baltimore, MD, USA

MPH capstone project

Teaching assitant for the MPH capstone projects. 30 min one-on-oneconsulting sessions (biostatistics, Stata coding).Develop and maintain the MPHcapstoneTA shiny application.

TEACHING EXPERIENCE

I am a strong believer that ac-cess to education is important,but also having mentors andsponsors and as such as I aim tobe a good mentor and help oth-ers by promoting them amongmy peers and helping them be-come more visible in the re-search community. My most di-rect way of helping is throughthe Community of Bioinformat-ics Software Developers thataims to help R/Bioconductorusers become R/Bioconductordevelopers. I also strongly be-lieve in giving back to your owncommunity by passing on theknowledge you acquired at acourse or conference. Historical-ly, that’s what launched my ca-reer in R and I learn a lot fromteaching.

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Page 15: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2016

2012Johns Hopkins Bloomberg School of Public Health

Baltimore, MD, USA

Statistical Methods in Public Health

Teaching assitant for Statistical Methods in Public Health I, II, III and IV.

2015Johns Hopkins Bloomberg School of Public Health

Baltimore, MD, USA

Summer Institute

Guest lecturer: Introduction to R for Public Health Researchers, Repro-ducible research module.

2015Johns Hopkins Bloomberg School of Public Health

Baltimore, MD, USA

Introduction to R for Public Health Researchers

Teaching assistant

2012

2011LCG-UNAM Cuernavaca, Morelos, MexicoIntroduction to R and Biostatistics

Guest lecturer: Seminar 1, Introduction to Bioinformatics course

2011CCG-UNAM Cuernavaca, Morelos, MexicoPDCB-UNAM

Instructor for the course Introduction to R and Biostatistics for Bio-medical Sciences Ph.D. students (website).

2010CCG-UNAM Cuernavaca, Morelos, MexicoPDCB-UNAM

Instructor for Analysis of High-Throughput Sequencing data with Bio-conductor for Biomedical Sciences Ph.D. students (website).

2010Organized by NNB-UNAM at CCG-UNAM

Cuernavaca, Morelos, Mexico

National Bioinformatics Week

Instructor of the Introduction to Using Bioconductor for High-Through-put Sequencing Analysis practice lab at the National BioinformaticsWeek.

2010IBT-UNAM Cuernavaca, Morelos, MexicoEnrique Morett Lab

Instructor for the Introduction to R and plotting with R course forMorett’s lab.

2010IBT-UNAM Cuernavaca, Morelos, MexicoStatistical Methods and Analysis of Genomic Data

Organizer and instructor (website).

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Page 16: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2009IBT-UNAM Cuernavaca, Morelos, MexicoEnrique Morett Lab

Organizer and instructor for the course Introduction to Bioinformaticsfor Morett’s lab where I taught the Introduction to R and plotting with Rmodule (website)

2009LCG-UNAM Cuernavaca, Morelos, MexicoSeminar III: R/Bioconductor

Organizer and instructor for an in-depth Bioconductor course (website)

2009LCG-UNAM Cuernavaca, Morelos, MexicoPrinciples of Statistics

Basic R (website).

2008LCG-UNAM Cuernavaca, Morelos, MexicoBioinformatics and Statistics I

R and Bioconductor overview (website).

2020 San Francisco, CA, USA

rstudio::conf

Attended the JavaScript for Shiny users workshop taught by GarrickAden-Buie.

2019 Houston, TX, USA

ASHG

Platform talk: Regional heterogeneity in gene expression, regulation,and coherence in the frontal cortex and hippocampus across develop-ment and schizophrenia (slides).

2019LIIGH-UNAM Juriquilla, Qro, MexicoVisitors Research Seminar

Analyzing BrainSeq Phase II and generating the recount-brain resource(slides).

2019LCG-UNAM Cuernavaca, Morelos, MexicoCDSB launch keynote

Launch of the CDSB 2019 workshop (slides).

COURSES, MEETINGS, TALKS, AND POSTERS

Most recent slides are availablevia speakerdeck or slideshare.

Page 17: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2019Rockefeller University New York, NY, USABioC

Using the recount2 resource and related tools workshop (slides). Light-ning talk on the Community of Bioinformatics Software Developers(slides).Also remotely for CONABIO’s bioinformatics course on 2019-10-07 orga-nized by Alicia Mastretta-Yanes.

2019Cold Spring Harbor Laboratory Cold Spring Harbor, NY, USABiology of Genomes (BoG)

recount-brain: a curated repository of human brain RNA-seq datasetsmetadata (poster).

2019

LIBD Baltimore, MD, USASta� Seminar Series

Analyzing BrainSeq Phase II and generating the recount-brain resource(slides).

2019 Austin, TX, USA

rstudio::conf

Attended the Building Tidy Tools workshop by Charlotte and HadleyWickham.

2019 Hawaii, HI, USA

Paci�c Symposium on Biocomputing (PSB)

Reproducible RNA-seq analysis with recount2 (slides). Regional hetero-geneity in gene expression, regulation and coherence in hippocampusand dorsolateral prefrontal cortex across development and in schizo-phrenia (poster).

2018Johns Hopkins University Baltimore, MD, USAJoint Genomic Meeting

recount-brain: a curated repository of human brain RNA-seq datasetsmetadata (slides).

2018Cold Spring Harbor Laboratory Cold Spring Harbor, NY, USABiological Data Science

Regional heterogeneity in gene expression, regulation and coherence inhippocampus and dorsolateral prefrontal cortex across developmentand in schizophrenia (poster).

2018 San Diego, CA, USA

ASHG

Regional heterogeneity in gene expression, regulation and coherence inhippocampus and dorsolateral prefrontal cortex across developmentand in schizophrenia (poster).

Page 18: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2018Keynote RemotelyCDSB

From learning to using to teaching to developing R (remote presenta-tion) (slides).

2018 Philadelphia, PA, USA

SAGES

BrainSeq Phase II: schizophrenia-associated expression differences be-tween the hippocampus and the dorsolateral prefrontal cortex (poster).

2018

LCG-UNAM RemotelyLCG-UNAM Remote Talks

Reproducible RNA-seq analysis with recount2 and recount-brain (slides).

2018 New York, NY, USA

SOBP

Unique Molecular Correlates of Schizophrenia and Its Genetic Risk in theHippocampus Compared to Frontal Cortex (slides).

2018Cold Spring Harbor Laboratory Cold Spring Harbor, NY, USABiology of Genomes (BoG)

BrainSeq Phase II: Schizophrenia-associated expression differences be-tween the hippocampus and the dorsolateral prefrontal cortex (slides).

2018 Seattle, WA, USA

rOpenSci Unconf

Worked on pkginspector.

2018 Remotely

Journal Club by Dennis Lal

recount work�ow: Accessing over 70,000 human RNA-seq samples withBioconductor (slides).

2017Johns Hopkins University Baltimore, MD, USAIDIES

Getting started with recount2 and accessing it via R (poster).

2017 Baltimore, MD, USA

JSM

Guiding principles for interactive graphics based on LIBD data scienceprojects (slides).

2017Johns Hopkins University Baltimore, MD, USASummer Institute

Reproducible Research and Bioinformatics (slides).

Page 19: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2017Dana-Farber Cancer Institute Boston, MA, USABioC

Reproducible RNA-seq analysis with recount2 workshop (slides).

2017 Chicago, IL, USA

ICSA

Reproducible RNA-seq analysis with recount2 (slides).

2017 San Diego, CA, USA

SOBP

RNA-seq samples beyond the known transcriptome with der�nder andrecount (slides).

2016Johns Hopkins University Dubai, UAEKandahar University Training

Introduction at Kandahar University MPH training event (slides).

2016INMEGEN Mexico City, CDMX, MexicoGenomeeting

recount: facilitando el análisis de miles de muestras de RNA-seq (slides).

2016 Long Beach, CA, USA

SACNAS

Using Data Science to Study Human Brain Genomic Measurements(slides).

2016 Austin, TX, USA

ENAR

Annotation-agnostic differential expression analysis (slides).

2015Johns Hopkins University Baltimore, MD, USAJoint Genomic Meeting

dbFinder (slides).

2015

Johns Hopkins University Baltimore, MD, USAIDIES

Annotation-agnostic RNA-seq differential expression analysis software(poster).

2015Johns Hopkins University Baltimore, MD, USAGenomics and Bioinformatics Symposium

Annotation-agnostic differential expression analysis (slides).

2015 Baltimore, MD, USA

ASHG

Annotation-agnostic RNA-seq differential expression analysis software(poster).

Page 20: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2015Johns Hopkins University Baltimore, MD, USABiostatistics Computing Club

Easy parallel computing with BiocParallel and HTML reports with knitr-Bootstrap (slides).

2015 Miami, FL, USA

ENAR

Dissecting human brain development at high resolution using RNA-seq(slides).

2015

Johns Hopkins University Baltimore, MD, USAJoint Genomic Meeting

Does mapping simulated RNA-seq reads provide information? (slides).

2014Johns Hopkins University Baltimore, MD, USAJe� Leek lab

der�nder tutorial (slides).

2014

INMEGEN Mexico City, CDMX, Mexicois3b: International Summer Symposium on Systems Biology

Developmental regulation of human cortex transcription at base-pairresolution (slides).

2014Dana-Farber Cancer Institute Boston, MA, USABioC

2014Johns Hopkins University Baltimore, MD, USABiostatistics Computing Club

Git for research (slides).

2014Johns Hopkins University Baltimore, MD, USAIDIES

2014 Baltimore, MD, USA

ENAR

Fast annotation-agnostic differential expression analysis (poster).

2014Johns Hopkins University Baltimore, MD, USADelta Omega Poster Competition

Fast annotation-agnostic differential expression analysis (poster).

2014 Cuernavaca, Morelos, Mexico

LCG-UNAM 10 year anniversary

Fast differential expression analysis annotation-agnostic across groupswith biological replicates (slides).

Page 21: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2013Johns Hopkins University Baltimore, MD, USAGenomics and Bioinformatics Symposium

Fast annotation-agnostic differential expression analysis (poster).

2013Johns Hopkins University Baltimore, MD, USAGenomics for Students

Introduction to ggbio (slides).

2013Johns Hopkins University Baltimore, MD, USAJoint Genomic Meeting

Fast differential expression analysis annotation-agnostic across groupswith biological replicates (slides).

2013Johns Hopkins University Baltimore, MD, USABiostatistics Journal Club

Fast differential expression analysis annotation-agnostic across groupswith biological replicates (slides).

2013 Albacete, Spain

useR!

Differential expression analysis of RNA-seq data at base-pair resolution inmultiple biological replicates (slides).

2013Johns Hopkins University Philadelphia, PA, USABiostatistics Department Retreat

Differential expression RNA-seq analysis with a large data set from brainsamples (poster).

2013

Johns Hopkins University Baltimore, MD, USABiostatistics Computing Club

Introduction to knitr (slides).

2013Johns Hopkins University Baltimore, MD, USAGenomics for Students

Introduction to High-Throughput Sequencing and RNA-seq (slides).

2012Johns Hopkins University Baltimore, MD, USAGenomics for Students

DEXSeq paper discussion (slides).

2012LCG-UNAM RemotelyLCG-UNAM Remote Talks

Introduction to R and Biostatistics (slides).

2012Johns Hopkins University Baltimore, MD, USABiostatistics Computing Club

Introducing Git while making your academic webpage (slides).

Page 22: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2011LCG-UNAM RemotelyLCG-UNAM Remote Talks

Introducing Biostatistics to �rst year LCG students (slides).

2011Fred Hutchinson Cancer Research Center Seattle, WA, USABioC

2010EMBL Heidelberg, GermanyBioconductor Developer Meeting

BacterialTranscription: a R package to identify Transcription Start Sitesand Transcription Units (slides).

2010

EMBL Heidelberg, GermanyFrom Functional Genomics to System Biology

Global Analysis of Transcription Start Sites and Transcription Units inBacterial Genomes (poster).

2010Organized by NNB-UNAM at CCG-UNAM

Cuernavaca, Morelos, Mexico

National Bioinformatics Week

Introduction to using Bioconductor for High Throughput SequencingAnalysis instructor (slides).

2010

Fred Hutchinson Cancer Research Center Seattle, WA, USABioC

Global Analysis of Transcription Start Sites and Transcription Units inBacterial Genomes (poster).

2009CCG-UNAM Cuernavaca, Morelos, MexicoLCG-UNAM Third Generation Symposium

Bacteriophages: analyzing their diversity (slides).

2009

Fred Hutchinson Cancer Research Center Seattle, WA, USABioC

2009CCG-UNAM Cuernavaca, Morelos, MexicoCourse on Oral Communication

Taught by the master Rafael Popoca.

2008Fred Hutchinson Cancer Research Center Seattle, WA, USABioC

2008LCG-UNAM Cuernavaca, Morelos, MexicoA Short R/Bioconductor Course

Taught by James Bullard from UC Berkeley, Ph.D. student in SandrineDudoit’s lab at the time.

2007 Boston, MA, USA

Boston Bacterial Meeting

Page 23: Leonardo Collado-Torreslcolladotor.github.io/cv/en_CV_lcollado.pdfLeonardo Collado-Torres, Marc K. Halushka, Min-Sik Kim, Akhilesh Pandey†. In In- tegrated Transcriptomic and Proteomic

2007Harvard University Boston, MA, USADepartment of Microbiology and Molecular Genetics Retreat

2006CCG-UNAM Cuernavaca, Morelos, MexicoWinter School in Genomics

2005 Kyoto, Japan

HUGO

Native: SpanishBilingual: EnglishBasic: French

LANGUAGES

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